class FeedbackCollector: def __init__(self): self.feedback_db = {} def add_feedback(self, agent_id, feedback_data): if agent_id not in self.feedback_db: self.feedback_db[agent_id] = [] self.feedback_db[agent_id].append(feedback_data) def get_all_feedback(self): return self.feedback_db class RefinementEngine: def __init__(self, feedback_collector): self.collector = feedback_collector def trigger_analysis(self): for agent_id, feedback_list in self.collector.get_all_feedback().items(): self._analyze(agent_id, feedback_list) def _analyze(self, agent_id, feedback_list): print(f"[Refinement] Analyzing feedback for agent: {agent_id}")